{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Classifying Handwritten Digits\n",
    "\n",
    "In this notebook we will apply the LogitBoost algorithm to a toy dataset to identify handwritten digits."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Imports"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "from itertools import product\n",
    "\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib import offsetbox\n",
    "import seaborn as sns\n",
    "sns.set(style='darkgrid', palette='colorblind', color_codes=True)\n",
    "\n",
    "from sklearn.datasets import load_digits\n",
    "from sklearn.decomposition import PCA\n",
    "from sklearn.model_selection import train_test_split\n",
    "from sklearn.pipeline import Pipeline\n",
    "from sklearn.preprocessing import MinMaxScaler\n",
    "from sklearn.tree import DecisionTreeRegressor\n",
    "from sklearn.metrics import (accuracy_score, classification_report,\n",
    "                             confusion_matrix)\n",
    "\n",
    "from logitboost import LogitBoost"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Loading the Data\n",
    "\n",
    "We use the [UCI ML handwritten digits dataset](http://archive.ics.uci.edu/ml/datasets/Optical+Recognition+of+Handwritten+Digits), imported from [scikit-learn](http://scikit-learn.org/stable/modules/generated/sklearn.datasets.load_digits.html).\n",
    "This dataset contains 1797 8-by-8 images of handwritten digits.\n",
    "After shuffling the data, we split them into training and testing sets."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Training shape:  (1198, 64)\n",
      "Test shape:      (599, 64)\n"
     ]
    }
   ],
   "source": [
    "digits = load_digits()\n",
    "X = digits.data\n",
    "y = digits.target\n",
    "images = digits.images.astype(np.int_)\n",
    "n_classes = 10\n",
    "\n",
    "# Scale the digits for numerical stability\n",
    "X /= 16\n",
    "\n",
    "# Shuffle the data and split them into training and testing sets\n",
    "test_size = 1 / 3\n",
    "X_train, X_test, y_train, y_test, images_train, images_test \\\n",
    "    = train_test_split(X, y, images, test_size=test_size, shuffle=True,\n",
    "                       stratify=y, random_state=0)\n",
    "\n",
    "print('Training shape: ', X_train.shape)\n",
    "print('Test shape:     ', X_test.shape)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Visualizing the Training Set\n",
    "\n",
    "We begin by displaying a handful of images in the training set."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 64 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 557,
       "width": 570
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "n_rows = 8\n",
    "n_cols = 8\n",
    "\n",
    "fig, ax = plt.subplots(nrows=n_rows, ncols=n_cols, figsize=(10, 10))\n",
    "k = 0\n",
    "for i, j in product(range(n_rows), range(n_cols)):\n",
    "    image = images_train[n_cols * i + j]\n",
    "    ax[i, j].imshow(image, cmap='binary', interpolation='none')\n",
    "    ax[i, j].axis('off')\n",
    "\n",
    "plt.show()\n",
    "plt.close()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Each digit is originally an 8-by-8 grid of integers between 0 and 16."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 288x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 280,
       "width": 280
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(4, 4))\n",
    "index = 0\n",
    "digit = images_train[index]\n",
    "sns.heatmap(digit, vmin=0, vmax=15, cmap='binary', annot=True, fmt='d',\n",
    "            annot_kws={'fontsize': 12}, cbar=False, linewidths=1,\n",
    "            linecolor='k')\n",
    "plt.xticks([])\n",
    "plt.yticks([])\n",
    "plt.title('Label: %d' % y_train[index], fontsize=14)\n",
    "plt.tight_layout()\n",
    "plt.show()\n",
    "plt.close()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "It could also be useful to visualize the relationship between the features (the 8-by-8 pixel grids) and the targets (the actual digits they represent).\n",
    "However, since the feature data are not two-dimensional, there is no simple way to plot the feature-target pairs.\n",
    "By reducing the features to 2 dimensions using [principal component analysis](https://en.wikipedia.org/wiki/Principal_component_analysis) (PCA), we can display a scatter plot of the \"lossily compressed\" features and their true target values."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 567,
       "width": 712
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Embed the training images into a 2D space\n",
    "embedding = Pipeline([('pca', PCA(n_components=2)), ('scale', MinMaxScaler())])\n",
    "X_train_2d = embedding.fit_transform(X_train)\n",
    "\n",
    "plt.figure(figsize=(10, 8))\n",
    "\n",
    "# Plot each image's label on its point in the embedded space\n",
    "for label in range(n_classes):\n",
    "    marker = '$%d$' % label\n",
    "    mask = (y_train == label)\n",
    "    plt.scatter(X_train_2d[mask, 0], X_train_2d[mask, 1], marker=marker)\n",
    "\n",
    "min_dist = 2e-3\n",
    "\n",
    "# Plot some digits on top of the scatter plot\n",
    "displayed = np.asarray([[np.inf, np.inf]])\n",
    "for image, xi in zip(images_train, X_train_2d):\n",
    "\n",
    "    # Compute the distance (in the t-SNE space) between the current image\n",
    "    # and the images that have been displayed already. If the current\n",
    "    # image is too close to one of the displayed images, then move on\n",
    "    dist = np.sum((xi - displayed) ** 2, 1)\n",
    "    if np.min(dist) < min_dist:\n",
    "        continue\n",
    "\n",
    "    # Add the current image to the list of displayed images\n",
    "    displayed = np.r_[displayed, [xi]]\n",
    "\n",
    "    # Add the current image to the plot\n",
    "    imagebox = offsetbox.AnnotationBbox(\n",
    "        offsetbox.OffsetImage(image, cmap='binary'), xi)\n",
    "    plt.gca().add_artist(imagebox)\n",
    "\n",
    "plt.title('PCA embedding of the training data', fontsize=14)\n",
    "plt.axis('off')\n",
    "plt.tight_layout()\n",
    "plt.show()\n",
    "plt.close()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Fitting the LogitBoost Model\n",
    "\n",
    "Next, we initialize a [LogitBoost](https://logitboost.readthedocs.io/logitboost.html#logitboost.LogitBoost) classifier and fit it to the training data.\n",
    "For the base estimator we'll use a decision tree regressor with depth $3$."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "LogitBoost(base_estimator=DecisionTreeRegressor(criterion='mse', max_depth=3,\n",
       "                                                max_features=None,\n",
       "                                                max_leaf_nodes=None,\n",
       "                                                min_impurity_decrease=0.0,\n",
       "                                                min_impurity_split=None,\n",
       "                                                min_samples_leaf=1,\n",
       "                                                min_samples_split=2,\n",
       "                                                min_weight_fraction_leaf=0.0,\n",
       "                                                presort=False,\n",
       "                                                random_state=None,\n",
       "                                                splitter='best'),\n",
       "           bootstrap=False, learning_rate=1.0, max_response=4.0,\n",
       "           n_estimators=30, random_state=0, weight_trim_quantile=0.05)"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "lboost = LogitBoost(DecisionTreeRegressor(max_depth=3),\n",
    "                    n_estimators=30, random_state=0)\n",
    "lboost.fit(X_train, y_train)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Prediction Accuracy\n",
    "\n",
    "As a first indicator of how well the model predicts the correct labels, we can check its accuracy score (number of correct predictions over the number of total predictions) on the training and test data.\n",
    "If the classifier is good, then the accuracy score should be close to 1."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Training accuracy: 1.0000\n",
      "Test accuracy:     0.9783\n"
     ]
    }
   ],
   "source": [
    "y_pred_train = lboost.predict(X_train)\n",
    "y_pred_test = lboost.predict(X_test)\n",
    "\n",
    "accuracy_train = accuracy_score(y_train, y_pred_train)\n",
    "accuracy_test = accuracy_score(y_test, y_pred_test)\n",
    "\n",
    "print('Training accuracy: %.4f' % accuracy_train)\n",
    "print('Test accuracy:     %.4f' % accuracy_test)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Precision and Recall\n",
    "\n",
    "We can also report our LogitBoost model's [precision and recall](https://en.wikipedia.org/wiki/Precision_and_recall)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Training\n",
      "              precision    recall  f1-score   support\n",
      "\n",
      "           0       1.00      1.00      1.00       119\n",
      "           1       1.00      1.00      1.00       121\n",
      "           2       1.00      1.00      1.00       118\n",
      "           3       1.00      1.00      1.00       122\n",
      "           4       1.00      1.00      1.00       121\n",
      "           5       1.00      1.00      1.00       121\n",
      "           6       1.00      1.00      1.00       121\n",
      "           7       1.00      1.00      1.00       119\n",
      "           8       1.00      1.00      1.00       116\n",
      "           9       1.00      1.00      1.00       120\n",
      "\n",
      "    accuracy                           1.00      1198\n",
      "   macro avg       1.00      1.00      1.00      1198\n",
      "weighted avg       1.00      1.00      1.00      1198\n",
      "\n",
      "Test\n",
      "              precision    recall  f1-score   support\n",
      "\n",
      "           0       1.00      0.98      0.99        59\n",
      "           1       0.97      0.97      0.97        61\n",
      "           2       0.98      1.00      0.99        59\n",
      "           3       1.00      0.95      0.97        61\n",
      "           4       0.98      0.97      0.97        60\n",
      "           5       0.98      0.97      0.98        61\n",
      "           6       1.00      0.98      0.99        60\n",
      "           7       0.97      1.00      0.98        60\n",
      "           8       0.97      0.97      0.97        58\n",
      "           9       0.94      1.00      0.97        60\n",
      "\n",
      "    accuracy                           0.98       599\n",
      "   macro avg       0.98      0.98      0.98       599\n",
      "weighted avg       0.98      0.98      0.98       599\n",
      "\n"
     ]
    }
   ],
   "source": [
    "report_train = classification_report(y_train, y_pred_train)\n",
    "report_test = classification_report(y_test, y_pred_test)\n",
    "print('Training\\n%s' % report_train)\n",
    "print('Test\\n%s' % report_test)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Confusion Matrices"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 409,
       "width": 858
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(nrows=1, ncols=2, figsize=(12, 6))\n",
    "\n",
    "sns.heatmap(confusion_matrix(y_train, y_pred_train), ax=ax[0],\n",
    "            robust=True, annot=True, fmt=',d', cmap=plt.get_cmap('Blues'),\n",
    "            square=True, cbar=False)\n",
    "ax[0].set_xlabel('Predicted Class')\n",
    "ax[0].set_ylabel('Actual Class')\n",
    "ax[0].set_title('Training')\n",
    "\n",
    "sns.heatmap(confusion_matrix(y_test, y_pred_test), ax=ax[1],\n",
    "            robust=True, annot=True, fmt=',d', cmap=plt.get_cmap('Blues'),\n",
    "            square=True, cbar=False)\n",
    "ax[1].set_title('Testing', fontsize=14)\n",
    "ax[1].set_xlabel('Predicted Class')\n",
    "ax[1].set_ylabel('Actual Class')\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()\n",
    "plt.close()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Visualizing Accuracy During Boosting"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 569,
       "width": 713
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "iterations = np.arange(1, lboost.n_estimators + 1)\n",
    "staged_accuracy_train = list(lboost.staged_score(X_train, y_train))\n",
    "staged_accuracy_test = list(lboost.staged_score(X_test, y_test))\n",
    "\n",
    "plt.figure(figsize=(10, 8))\n",
    "plt.plot(iterations, staged_accuracy_train, label='Training', marker='.')\n",
    "plt.plot(iterations, staged_accuracy_test, label='Test', marker='.')\n",
    "\n",
    "plt.xlabel('Iteration')\n",
    "plt.ylabel('Accuracy')\n",
    "plt.title('Ensemble accuracy during each boosting iteration', fontsize=14)\n",
    "plt.legend(loc='best', shadow=True, frameon=True)\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()\n",
    "plt.close()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Exploring Misclassifications\n",
    "\n",
    "We can use another PCA-reduced plot like the one above to visualize prediction errors made on the test data."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 567,
       "width": 712
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "X_test_2d = embedding.transform(X_test)\n",
    "\n",
    "plt.figure(figsize=(10, 8))\n",
    "\n",
    "for label_true, label_pred in product(range(n_classes), repeat=2):\n",
    "    marker = '$%d$' % label_pred\n",
    "    color = 'g' if label_pred == label_true else 'r'\n",
    "    zorder = 1 if label_pred == label_true else 2\n",
    "    mask = (y_test == label_true) & (y_pred_test == label_pred)\n",
    "    plt.scatter(X_test_2d[mask, 0], X_test_2d[mask, 1],\n",
    "                color=color, marker=marker, zorder=zorder)\n",
    "\n",
    "plt.title('PCA plot of predictions on the test set', fontsize=14)\n",
    "plt.axis('off')\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()\n",
    "plt.close()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Each point's number is the predicted value at that point. The color signifies the prediction accuracy (green means correct, red means incorrect)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Finlly, let's see the digits in the test set that were misclassified and what the LogitBoost model believes they actually are."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Test set misclassification rate: 13 out of 599\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x144 with 2 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 137,
       "width": 689
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x144 with 2 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 137,
       "width": 689
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x144 with 2 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 137,
       "width": 689
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x144 with 2 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 137,
       "width": 689
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x144 with 2 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 137,
       "width": 689
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x144 with 2 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 137,
       "width": 689
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x144 with 2 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 137,
       "width": 689
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x144 with 2 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 137,
       "width": 689
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x144 with 2 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 137,
       "width": 689
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x144 with 2 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 137,
       "width": 689
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x144 with 2 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 137,
       "width": 689
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x144 with 2 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 137,
       "width": 689
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x144 with 2 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 137,
       "width": 689
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Maximum number of misclassifications to show\n",
    "n_misclassifications = 50\n",
    "\n",
    "# Estimated class probabilities for the test set\n",
    "prob_test_pred = lboost.predict_proba(X_test)\n",
    "\n",
    "# Indices of the misclassified test examples\n",
    "incorrect = (y_test != y_pred_test)\n",
    "incorrect = np.where(incorrect)[0]\n",
    "\n",
    "n_incorrect = len(incorrect)\n",
    "print(f'Test set misclassification rate: {n_incorrect} out of {len(X_test)}')\n",
    "\n",
    "for i in range(len(incorrect)):\n",
    "    fig, ax = plt.subplots(nrows=1, ncols=2, figsize=(10, 2),\n",
    "                           gridspec_kw={'width_ratios': [1, 4]})\n",
    "    ax = ax.ravel()\n",
    "\n",
    "    # Reassign i to the index of the ith incorrectly classified example\n",
    "    i = incorrect[i]\n",
    "\n",
    "    # Show the wrongly classified image\n",
    "    image = images_test[i]\n",
    "    ax[0].imshow(image, cmap='binary')\n",
    "    ax[0].axis('off')\n",
    "    ax[0].set_aspect('equal', 'box')\n",
    "    \n",
    "    palette = ['r'] * n_classes\n",
    "    palette[y_test[i]] = 'g'\n",
    "    sns.barplot(x=np.arange(n_classes), y=prob_test_pred[i],\n",
    "                ax=ax[1], palette=palette)\n",
    "    ax[1].set(ylabel='Probability', xlabel='Digit')\n",
    "    ax[1].set(yscale='log', ylim=(1e-3, 1))\n",
    "    \n",
    "    true_label = y_test[i]\n",
    "    pred_label = y_pred_test[i]\n",
    "    pred_label_prob = prob_test_pred[i, pred_label]\n",
    "    color = 'r' if true_label != pred_label else 'g'\n",
    "    ax[1].get_xticklabels()[true_label].set_color('g')\n",
    "    ax[1].get_xticklabels()[pred_label].set_color(color)\n",
    "    \n",
    "    ax[0].set_title('True label : %r' % true_label, fontsize=14)\n",
    "    ax[1].set_title(f'Prediction: {pred_label} (prob: {pred_label_prob:.2f})',\n",
    "                    color=color, fontsize=14)\n",
    "    \n",
    "    plt.tight_layout()\n",
    "    plt.show()\n",
    "    plt.close()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Appendix: System Information\n",
    "\n",
    "This is included for replicability."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Machine\n",
      "=======\n",
      "      Platform: Darwin-18.7.0-x86_64-i386-64bit\n",
      "  Machine Type: x86_64\n",
      "     Processor: i386\n",
      "\n",
      "Python\n",
      "======\n",
      "       Version: 3.7.2 (v3.7.2:9a3ffc0492, Dec 24 2018, 02:44:43) \n",
      "                [Clang 6.0 (clang-600.0.57)]\n",
      "Implementation: CPython\n",
      "\n",
      "Packages\n",
      "========\n",
      "         numpy: 1.17.2\n",
      "         scipy: 1.3.1\n",
      "    matplotlib: 3.1.1\n",
      "       seaborn: 0.9.0\n",
      "       sklearn: 0.21.3\n"
     ]
    }
   ],
   "source": [
    "# sys_info.py is a file in the same directory as these example notebooks:\n",
    "# doc/source/examples\n",
    "import sys_info"
   ]
  }
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